SETD2 and chronic kidney disease: In this study, we demonstrated that the traditional Chinese herbal formulation SQJZ capsule not only could improve renal function but also suppress intestinal inflammation in CKD, with CHAC1 inhibition and HIF-1 α pathway regulation as key mechanistic drivers, displaying the therapeutic potential of gut-centric interventions in CKD management.